TY - GEN
T1 - Incremental attribute based particle swarm optimization
AU - Bai, Wei
AU - Cheng, Shi
AU - Tadjouddine, Emmanuel M.
AU - Guan, Sheng Uei
PY - 2012
Y1 - 2012
N2 - An incremental-attribute based particle swarm optimization (IAPSO) which utilizes incremental learning strategy in function optimization is presented in this paper. Traditionally, particle swarm optimization (PSO) searches all the dimensions at the same time. Decomposition strategy is utilized in IAPSO to decompose the whole search space (D-dimension) into D numbers of one-dimensional space. In this approach, incremental learning strategy optimizes the function by searching the D-dimensional space one by one. Experimental results show that IAPSO gets more accurate and stable results than standard PSO in multimodal problems. IAPSO could avoid the "local optima", i.e., it has better "exploration" ability than standard PSO.
AB - An incremental-attribute based particle swarm optimization (IAPSO) which utilizes incremental learning strategy in function optimization is presented in this paper. Traditionally, particle swarm optimization (PSO) searches all the dimensions at the same time. Decomposition strategy is utilized in IAPSO to decompose the whole search space (D-dimension) into D numbers of one-dimensional space. In this approach, incremental learning strategy optimizes the function by searching the D-dimensional space one by one. Experimental results show that IAPSO gets more accurate and stable results than standard PSO in multimodal problems. IAPSO could avoid the "local optima", i.e., it has better "exploration" ability than standard PSO.
KW - Incremental learning
KW - Multimodal function optimization
KW - Particle swarm optimization
UR - http://www.scopus.com/inward/record.url?scp=84866148396&partnerID=8YFLogxK
U2 - 10.1109/ICNC.2012.6234699
DO - 10.1109/ICNC.2012.6234699
M3 - Conference Proceeding
AN - SCOPUS:84866148396
SN - 9781457721311
T3 - Proceedings - International Conference on Natural Computation
SP - 669
EP - 674
BT - Proceedings - 2012 8th International Conference on Natural Computation, ICNC 2012
T2 - 2012 8th International Conference on Natural Computation, ICNC 2012
Y2 - 29 May 2012 through 31 May 2012
ER -